{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100/100 [00:52<00:00,  1.90it/s]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "from tqdm import tqdm\n",
    "import util\n",
    "import face_alignment\n",
    "import os\n",
    "import imutils\n",
    "%matplotlib inline\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "data_dir = \"../data/tcdtimit4\"\n",
    "\n",
    "image_list = util.get_file_list(os.path.join(data_dir, 'full'))[100:200]\n",
    "\n",
    "fa_3d = face_alignment.FaceAlignment(face_alignment.LandmarksType._3D, flip_input=False, device='cuda')\n",
    "\n",
    "landmark_dict = {}\n",
    "\n",
    "for i in tqdm(range(len(image_list))):\n",
    "    image_name = image_list[i]\n",
    "    image = cv2.imread(image_name)\n",
    "    preds = fa_3d.get_landmarks(image)\n",
    "\n",
    "    assert preds is not None\n",
    "    left_eye_landmark = preds[0][:, :2][22:27].astype(int)\n",
    "    right_eye_landmark = preds[0][:, :2][17:22].astype(int)\n",
    "    \n",
    "    leftEyeCenter = left_eye_landmark.mean(axis=0).astype(int)\n",
    "    rightEyeCenter = right_eye_landmark.mean(axis=0).astype(int)\n",
    "    dY = rightEyeCenter[1] - leftEyeCenter[1]\n",
    "    dX = rightEyeCenter[0] - leftEyeCenter[0]\n",
    "    angle = np.degrees(np.arctan2(dY, dX)) - 180\n",
    "    \n",
    "    desiredRightEyeX = 1.0 - 0.35\n",
    "    desiredLeftEyeX = 0.35\n",
    "    dist = np.sqrt((dX ** 2) + (dY ** 2))\n",
    "    desiredDist = (desiredRightEyeX - desiredLeftEyeX)\n",
    "    desiredDist *= 256\n",
    "    scale = desiredDist / dist\n",
    "\n",
    "    eyesCenter = (int((leftEyeCenter[0] + rightEyeCenter[0]) // 2), int((leftEyeCenter[1] + rightEyeCenter[1]) // 2))\n",
    "\n",
    "    M = cv2.getRotationMatrix2D(eyesCenter, angle, scale)\n",
    "    \n",
    "    tX = 256 * 0.5\n",
    "    tY = 256 * 0.35    \n",
    "    M[0, 2] += (tX - eyesCenter[0])\n",
    "    M[1, 2] += (tY - eyesCenter[1])\n",
    "    \n",
    "    (w, h) = (256, 256)\n",
    "    output = cv2.warpAffine(image, M, (w, h), flags=cv2.INTER_CUBIC)    \n",
    "    \n",
    "    preds = fa_3d.get_landmarks(output)\n",
    "    lip_landmark = preds[0][:, :2][48:].astype(int)\n",
    "    (x, y, w, h) = cv2.boundingRect(lip_landmark)\n",
    "    resized_roi = np.zeros((256, 256, 3), dtype=int)\n",
    "    roi = output[y:y + h, x:x + w]\n",
    "    roi = imutils.resize(roi, width=256, inter=cv2.INTER_CUBIC)\n",
    "    h, w, _ = roi.shape\n",
    "    resized_roi[:h, :, :] = roi\n",
    "    \n",
    "    cv2.imwrite(\"roi_test/orig_image_{}.png\".format(i), image)\n",
    "    cv2.imwrite(\"roi_test/roi_image_{}.png\".format(i), resized_roi)\n",
    "    cv2.imwrite(\"roi_test/norm_image_{}.png\".format(i), output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline \n",
    "from matplotlib import pyplot as plt\n",
    "plt.imshow(image, interpolation='nearest')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(801, 728, 167, 59)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cv2.boundingRect(landmark_dict['../data/tcdtimit4/full/00001.png'][48:].astype(int))"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "203524236eda71c0c35adab06cc48ea9b4c6cce8924ef3e550ef1126c85021e0"
  },
  "kernelspec": {
   "display_name": "Python 3.8.12 64-bit ('jyeongho': conda)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
